Real Estate and Property Calibration
Public overview of UAIF-CAL-REALESTATE-v1.0; the operational package is controlled.
Purpose and scope
Property valuation, tenant services, access, facilities, transactions and real-estate operational AI.
The package calibrates UAIF classification for sector context without replacing the UAIF Technical Specification or applicable law.
Status and validation boundary
Version 1.0 is provisional pending empirical inter-rater validation. The source document states that provisional weights must not be used as the sole basis for regulatory reporting, certification or consequential decisions.
Public information
- Document reference: UAIF-CAL-REALESTATE-v1.0
- Version: v1.0 provisional
- Public scope and exclusions
- Method based on public regulatory material, research and recognised severity frameworks
- Known validation and legal-review limitations
Sector risk context
Real-estate AI governs access to housing and the integrity of property value and transactions. Automated-valuation-model error, discriminatory tenant screening, and biased mortgage-underwriting support directly affect housing access, financial security, and fair-housing rights. Smart-building AI adds a physical-security and property-damage surface. Harm concentrates in financial, rights/discrimination, privacy, and property dimensions.
1.1 Applicable Regulations
• EU AI Act — Annex III high-risk: creditworthiness/credit-scoring AI affecting access to housing finance [T1]
• GDPR; India DPDP Act 2023 [T1]
• US Fair Housing Act; Equal Credit Opportunity Act (ECOA); HMDA [T1]
• UK Equality Act 2010; EU Equality Directives [T1]
Extracted from the source sector profile. Detailed calibration and operational material remains controlled.
Public sector orientation
Representative classification concerns include valuation and access, tenant screening, discrimination, privacy, safety, transaction integrity and explanation. These themes help teams scope incident intake and analysis; they are not calibration weights, legal conclusions or an exhaustive risk list.
Use with the UAIF layers
- Establish incident identity, provenance and remediation state.
- Separate cause, manifestation, acute harm and chronic-harm proxies.
- Apply severity and context logic with the provisional calibration status visible.
- Record sector and jurisdiction metadata for human review and routing.
- Preserve uncertainty, contrary evidence and the version of every referenced artifact.
Controlled resource
The detailed package, calibration weights, scoring implementation, evidence logic and maintenance material are confidential commercial resources governed by UAIF-LIC-003 and applicable GEL terms.
Notably Absent
No empirical validation result, regulatory approval, certification status, universal sector applicability or legal-reporting determination is claimed.